{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jUWeYIfl6h8C"
      },
      "source": [
        "\n",
        "# Genereative Adversarial Networks\n",
        "\n",
        "The main goal of **Generative Adversarial Network** (GAN) is to generate images that are similar (but not identical) to training dataset.\n",
        "\n",
        "GAN consists of two neural networks that are trained against each other:\n",
        "\n",
        " * **Generator** takes a random vector, and should generate an image from it\n",
        " * **Discriminator** is a networks that should distinguish between original image (from training dataset), and the one generated by the generator.\n",
        "\n",
        "<img src=\"./images/gan_architecture.png\" width=\"70%\"/>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "vh9JiNcw80sd",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [],
      "source": [
        "import tensorflow as tf\n",
        "import tensorflow.keras as keras\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import *\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MlNHFbgyJ0t-"
      },
      "source": [
        "## Generator\n",
        "\n",
        "The role of a generator is to take a random vector of some size (it is similar to latent vector in autoencoders) and generate the target image. It is very similar to the generative side of autoencoder.\n",
        "\n",
        "In our example, we will use dense neural networks and MNIST dataset."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "iOWm55Bd5DNl",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [],
      "source": [
        "generator = Sequential()\n",
        "generator.add(Dense(256, input_shape=(100,)))\n",
        "generator.add(LeakyReLU(alpha=0.2))\n",
        "generator.add(BatchNormalization(momentum=0.8))\n",
        "generator.add(Dense(512))\n",
        "generator.add(LeakyReLU(alpha=0.2))\n",
        "generator.add(BatchNormalization(momentum=0.8))\n",
        "generator.add(Dense(1024))\n",
        "generator.add(LeakyReLU(alpha=0.2))\n",
        "generator.add(BatchNormalization(momentum=0.8))\n",
        "generator.add(Dense(784, activation='tanh'))\n",
        "generator.add(Reshape((28,28)))\n",
        "\n",
        "optimizer = keras.optimizers.Adam(lr=0.0002, decay=8e-9)\n",
        "\n",
        "generator.compile(loss='binary_crossentropy',optimizer=optimizer,metrics=['accuracy'])\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tKbYa6ABKDlt"
      },
      "source": [
        "A few tricks used in generator:\n",
        "* Instead of ReLU, we use **Leaky ReLU**, i.e. a ReLU which is not exactly 0 for negative $x$, but rather another linear function with very small slope. This is important, because it helps gradient descent to propagate values even if we are on the negative side of ReLU (where values are 0)\n",
        "* We use Batch Normalization in order to stabilize training\n",
        "* The activation function on last layer is `tanh`, so the output is in the range [-1,1]\n",
        "\n",
        "## Discriminator\n",
        "\n",
        "Discriminator is a classical image classification network. In our first example, we will also use dense classifier."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "krxyG2oh87pU",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [],
      "source": [
        "discriminator = Sequential()\n",
        "discriminator.add(Flatten(input_shape=(28,28)))\n",
        "discriminator.add(Dense(784))\n",
        "\n",
        "discriminator.add(LeakyReLU(alpha=0.2))\n",
        "discriminator.add(Dense(784//2))\n",
        "discriminator.add(LeakyReLU(alpha=0.2))\n",
        "\n",
        "discriminator.add(Dense(1, activation='sigmoid'))\n",
        "\n",
        "discriminator.compile(loss='binary_crossentropy',optimizer=optimizer,metrics=['accuracy'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kH2ox9EIKO8F"
      },
      "source": [
        "We will also define an adversarial network, which is generator followed by discriminator. This network starts with a noise vector, and returns a binary result."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "TsJH1VWQ9yeB",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [],
      "source": [
        "discriminator.trainable = False\n",
        "adversarial = Sequential()\n",
        "adversarial.add(generator)\n",
        "adversarial.add(discriminator)\n",
        "adversarial.compile(loss='binary_crossentropy', optimizer=optimizer)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Loading dataset\n",
        "\n",
        "We will use MNIST dataset, built into Keras:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "ZzX0kMrW-dQA",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [],
      "source": [
        "(X_train, _), (_, _) = keras.datasets.mnist.load_data()\n",
        "X_train = (X_train.astype(np.float32) - 127.5) / 127.5"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EhyAVbdMKWaq"
      },
      "source": [
        "## Network training\n",
        "\n",
        "On each step of the training, we have two phases:\n",
        "\n",
        "* Training discriminator:\n",
        "   - We generate some random vectors `noise`. Training happens in minibatches, so we use `batch//2` vectors to produce `batch//2` generated images\n",
        "   - Sample `batch//2` random images from the dataset\n",
        "   - Train discriminator on 50% real and 50% generated images, providing corresponding labels (0 or 1)\n",
        " * Train the generator by using combined adversarial model, passing random vectors as input, and expecting 1's as output (which corresponds to real images)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "aISx_wo4W1qJ",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [],
      "source": [
        "def plotn(n):\n",
        "  noise = np.random.normal(0, 1, (n,100))\n",
        "  imgs = generator.predict(noise)\n",
        "  fig,ax = plt.subplots(1,n)\n",
        "  for i,im in enumerate(imgs):\n",
        "    ax[i].imshow(im.reshape(28,28))\n",
        "  plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 673
        },
        "id": "mNdcpEa3_Pqs",
        "outputId": "75ebec09-e608-4747-8298-0cb2281d95af",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 0, [Discriminator :: d_loss: 0.601463], [ Generator :: loss: 0.640677]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 500, [Discriminator :: d_loss: 0.192001], [ Generator :: loss: 12.124918]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 1000, [Discriminator :: d_loss: 0.141956], [ Generator :: loss: 1.900380]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 1500, [Discriminator :: d_loss: 0.293635], [ Generator :: loss: 2.443017]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 2000, [Discriminator :: d_loss: 0.547135], [ Generator :: loss: 2.680543]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 2500, [Discriminator :: d_loss: 0.491767], [ Generator :: loss: 2.633016]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "batch=32\n",
        "for cnt in range(3000):\n",
        "## train discriminator\n",
        "  random_index =  np.random.randint(0, len(X_train) - batch//2)\n",
        "  legit_images = X_train[random_index : random_index + batch//2].reshape(batch//2, 28, 28)\n",
        "  gen_noise = np.random.normal(0, 1, (batch//2,100))\n",
        "  syntetic_images = generator.predict(gen_noise)\n",
        "  x_combined_batch = np.concatenate((legit_images, syntetic_images))\n",
        "  y_combined_batch = np.concatenate((np.ones((batch//2, 1)), np.zeros((batch//2, 1))))\n",
        "  d_loss = discriminator.train_on_batch(x_combined_batch, y_combined_batch)\n",
        "# train generator\n",
        "  noise = np.random.normal(0, 1, (batch,100))\n",
        "  y_mislabled = np.ones((batch, 1))\n",
        "  g_loss = adversarial.train_on_batch(noise, y_mislabled)\n",
        "  if cnt%500==0:\n",
        "    print ('epoch: %d, [Discriminator :: d_loss: %f], [ Generator :: loss: %f]' % (cnt, d_loss[0], g_loss))\n",
        "    plotn(5)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fJH1n4wRkqPy"
      },
      "source": [
        "> **Task**: You can train this GAN on the whole MNIST dataset and see how good can it get"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L-wH0b7pT0CI"
      },
      "source": [
        "## DCGAN\n",
        "\n",
        "In the previous example, we have used dense networks for both generator and discriminator, but we know that CNNs provide better performance when dealing with images. **Deep Convolutional GAN** is similar to the architecture above, but it uses convolutional layers for generator and discriminator. \n",
        "\n",
        "The main difficulty here is to build an architecture for denerator, because it has to do an inverse task compared to traditional CNN - it has to generate image from feature vector. In a way, this is similar to decoder part of autoencoders.That's why we will be using `Conv2DTranspose` layers in the generator."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fkD2WufskBdm",
        "outputId": "b4a22c66-a493-4abd-dc79-55c9fd7be137",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "-1.0 1.0\n"
          ]
        }
      ],
      "source": [
        "(X_train, _), (_, _) = keras.datasets.mnist.load_data()\n",
        "X_train = (X_train.astype(np.float32)-127.5) / 127.5\n",
        "print(X_train.min(),X_train.max())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tAk-hsF0TzEv",
        "outputId": "68bba515-be2d-44f5-f079-b461456ed082",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense_7 (Dense)              (None, 6272)              633472    \n",
            "_________________________________________________________________\n",
            "reshape_1 (Reshape)          (None, 7, 7, 128)         0         \n",
            "_________________________________________________________________\n",
            "up_sampling2d (UpSampling2D) (None, 14, 14, 128)       0         \n",
            "_________________________________________________________________\n",
            "conv2d_transpose (Conv2DTran (None, 14, 14, 128)       147584    \n",
            "_________________________________________________________________\n",
            "batch_normalization_3 (Batch (None, 14, 14, 128)       512       \n",
            "_________________________________________________________________\n",
            "activation (Activation)      (None, 14, 14, 128)       0         \n",
            "_________________________________________________________________\n",
            "up_sampling2d_1 (UpSampling2 (None, 28, 28, 128)       0         \n",
            "_________________________________________________________________\n",
            "conv2d_transpose_1 (Conv2DTr (None, 28, 28, 64)        73792     \n",
            "_________________________________________________________________\n",
            "batch_normalization_4 (Batch (None, 28, 28, 64)        256       \n",
            "_________________________________________________________________\n",
            "activation_1 (Activation)    (None, 28, 28, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_transpose_2 (Conv2DTr (None, 28, 28, 1)         577       \n",
            "_________________________________________________________________\n",
            "activation_2 (Activation)    (None, 28, 28, 1)         0         \n",
            "=================================================================\n",
            "Total params: 856,193\n",
            "Trainable params: 855,809\n",
            "Non-trainable params: 384\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "generator = Sequential()\n",
        "generator.add(Dense(128 * 7 * 7, activation=\"relu\", input_dim=100))\n",
        "generator.add(Reshape((7, 7, 128)))\n",
        "generator.add(UpSampling2D())\n",
        "generator.add(Conv2DTranspose(128, kernel_size=3, padding=\"same\"))\n",
        "generator.add(BatchNormalization(momentum=0.8))\n",
        "generator.add(Activation(\"relu\"))\n",
        "generator.add(UpSampling2D())\n",
        "generator.add(Conv2DTranspose(64, kernel_size=3, padding=\"same\"))\n",
        "generator.add(BatchNormalization(momentum=0.8))\n",
        "generator.add(Activation(\"relu\"))\n",
        "generator.add(Conv2DTranspose(1, kernel_size=3, padding=\"same\"))\n",
        "generator.add(Activation(\"tanh\"))\n",
        "\n",
        "optimizer = keras.optimizers.Adam(0.0001) #, 0.5)\n",
        "\n",
        "generator.compile(loss='binary_crossentropy',optimizer=optimizer,metrics=['accuracy'])\n",
        "generator.summary()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "t9FZHScTUsCd",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [],
      "source": [
        "discriminator = Sequential()\n",
        "\n",
        "discriminator.add(Conv2D(32, kernel_size=3, strides=2, input_shape=(28,28,1), padding=\"same\"))\n",
        "discriminator.add(LeakyReLU(alpha=0.2))\n",
        "discriminator.add(Dropout(0.25))\n",
        "discriminator.add(Conv2D(64, kernel_size=3, strides=2, padding=\"same\"))\n",
        "discriminator.add(ZeroPadding2D(padding=((0,1),(0,1))))\n",
        "discriminator.add(BatchNormalization(momentum=0.8))\n",
        "discriminator.add(LeakyReLU(alpha=0.2))\n",
        "discriminator.add(Dropout(0.25))\n",
        "discriminator.add(Conv2D(128, kernel_size=3, strides=2, padding=\"same\"))\n",
        "discriminator.add(BatchNormalization(momentum=0.8))\n",
        "discriminator.add(LeakyReLU(alpha=0.2))\n",
        "discriminator.add(Dropout(0.25))\n",
        "discriminator.add(Conv2D(256, kernel_size=3, strides=1, padding=\"same\"))\n",
        "discriminator.add(BatchNormalization(momentum=0.8))\n",
        "discriminator.add(LeakyReLU(alpha=0.2))\n",
        "discriminator.add(Dropout(0.25))\n",
        "discriminator.add(Flatten())\n",
        "discriminator.add(Dense(1, activation='sigmoid'))\n",
        "\n",
        "discriminator.compile(loss='binary_crossentropy',optimizer=optimizer)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "2Jz166pQWRba",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [],
      "source": [
        "discriminator.trainable = False\n",
        "adversarial = Sequential()\n",
        "adversarial.add(generator)\n",
        "adversarial.add(discriminator)\n",
        "adversarial.compile(loss='binary_crossentropy', optimizer=optimizer)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "kohaucz-WTue",
        "outputId": "edf64874-5ec9-4c10-cb36-95e2bb5111cf",
        "vscode": {
          "languageId": "python"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 0, [Discriminator :: d_loss: 0.957905], [ Generator :: loss: 0.695994]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 100, [Discriminator :: d_loss: 0.826593], [ Generator :: loss: 1.488088]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 200, [Discriminator :: d_loss: 0.602254], [ Generator :: loss: 1.362499]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 300, [Discriminator :: d_loss: 0.711605], [ Generator :: loss: 1.224355]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 400, [Discriminator :: d_loss: 0.650690], [ Generator :: loss: 0.899742]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 500, [Discriminator :: d_loss: 0.413256], [ Generator :: loss: 1.106550]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 600, [Discriminator :: d_loss: 0.574668], [ Generator :: loss: 1.045400]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 700, [Discriminator :: d_loss: 0.522089], [ Generator :: loss: 1.068755]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 800, [Discriminator :: d_loss: 0.300957], [ Generator :: loss: 1.292961]\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "epoch: 900, [Discriminator :: d_loss: 0.389556], [ Generator :: loss: 0.942707]\n"
          ]
        },
        {
          "data": {
            "image/png": 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Zo9uyWHhZYlPNzmBrFTqX6vRnJFK7cfXn6whTY+b1ENodV9+aJySKqGDiHkK4ipWs9vZoMEvmuUnhoIndSpj2kwyrlVHovKupOumpJttXKix/wqAaCafnWqRWcKcXYYzE2hrWCrSWWCMwXQ8RS+rXFeGWJWhJPGtd40K7kzWATGb97fgYYIShZ+WPR5fMc8w2ehsGFB13qXZ9A+W6793GlHmjVpfC+MnysZL+hKdGn4OdzT/ZM6pGw0ULs1OkjYikGRTetc095SQpJUBH1U6o8XLKQ4sx2E53NK5d5tsYfp6NQc3OYGYb9C42aT3iEU/D4LTGBgZVS+FuxNkvnCVopQR3WtjAp3u5SVKXtC9IBguWH5+5xgWvxayUhMLLjLhAZRDAgvKIRJ8nX7zBt6KLRMtTVJct4Zahsprgr/WQt+4W6909T6ZbteMxDi7WOkcjT7Q+bFilLDkc4kpUivHt2sSXS159lP278MjLnznABveQDXmOYWXJTuvKycg7OHNDXm40yb4HTCR4MtmzzXqitjcLZ2yjhmlW6M9JBnMCNQChQUdgPEH9boSvlNswxAPw91yy3TR/pkOJpcDvhcw2jyNMRBH4iHoVPV2jfzqifUHyb7zwGk/W7/Ej9dfwhaFtHJQ1LWM0glVdYctU+dfbT3G9O8cr3cdQscAqNwabJJj+AJsm+998sk633Nx1FLGMvBMhsnpo57UJIYpa+WLR5qWm5ftnoekoWbtXgldmWLdf8gytg29MKUmVf65WxdarpNNVkqaPjkqllzbziNPUeZ5hUEBACFl0ChaY7mHVYq3Dvncr8ys/e/5oCkBhaxXi+Rpbj3q0Pzjg4pkNfvr815lTHS746/zvy5/m5dVniVYVM3EDHSln8KcgfrrH6dltnotus6AsdRnhi53vtiICQuXzM4tf5Y+jNl9auszWjTqVZYVVgpq2+PdcxCKkxB62h2EvMa5YwGqzE0Z7yCJKkbXNk5elEtUd76s8L/OKrLzAQuHmySRCsIc8dIxcKFXAF7kXLsphem7Ay4sKdnofJeMhPB9Zq7hfa+MW0VRjHK8SAtOocP0nZxmcj5k/s865So/USrSR3F2fItkO6N4MmF2Yw3a6mO2Ow1nL9AF5Ik4KrPWcwcsz5ofAtMZ0Mob7H+L7QiA812maPn2Z5ZdqYEHGMJy1nA63WfDaVIUmEhCpGAlEQmCAnkloY3mrfZrrG7OEW4KgZVF9jUh0Vl52wMWxm4fOHsbmwRcrOD2Ekoj+0HnhOY9GXtaYlb/l1U6iVsXWKohh7HIdg8GoqmnScAiJmp2m/6FHGMx5rH4QdNUgUoEcSqbegWjT0LjWQbZ7tJ8/RW9BMpgVpHVLtCKINizRlqZ6b4i31XPRZu6IlBN5O0pZjxqtlDxtYF/YKGtyE2FI6wPzLH8EKle3+FtXv8HFYI0XoiUioakKy0/N/znbP1rh5tYM7709gwksU5c3OF3t85H5m5wPNrnib9OQIXIPfhuDZWgTNtI6q8M69cqQ1gXJ4Kyk9wFBcK3C6fpVgu0Eb7mFGChE1ukoqhW3ftodOJjdGkmWcHYbpMiqVnZxAvdL6h5HSglh/ZGnGc75hGsxqpug7q9jNrdGHyVzULJIU9Sq2Jkmoj/EbsYFBAYceo48ZIxcjLr+bJalLWqxJ0KRsuz3UFk7uKjV3M9p6pS6MIXx3OIX1l13OF/h4vfd4u9c/Ndc8DaoipRIuGv/dyt/hS/fu0R/bg4zVUNqg+gPsmL+URli0c6dh/qmFOIeyWiVNrGDTrJyi6/vcMzOxQq9F3ukbZ/Kko+eSpn3O8yqDjUpCIVEIchbURI0fvbs9zsNOptVprch6BrkMHUQxjEqAPbltHjgl20Gu1msybp8S/mUIvrRDsaw+K48tBKiZ6rIjudKL/fyZvJkU7PBxtMBnUuGv/tDn+WF6BbrusbtZI6///UfRi1FCFOnshKw8j0SfWXA+YVNztZafOmVxxBvekRb4K92EJ0eJr/fjk2jVJWRb/xHrekee4xdvLzs+YAiKti+LHn6xff4kYVX+dtTjudOCZdM1tbww9U2n7r6WV6LQ/7h3A8QqYQfm3uFU6rNJW+bSMC8quzqieeSWE1iDS1dYXsYMRUNmK92uVDb5InqMr9Wf4mt9Rlqy4pma4AwdtTAVIkg1YhOl92TUftqwUE1vo9IMgfLlGGM0vzN+yret/pxUVxXBAGbj0d0zwvqtxXRZkhjmCC6vbEoXeT4txAQBuhmhBICttzYRNY8dtjI/uEnO2FUF16EIiXoBEbwSgmyKMLnkncjnnyUlY/NMJwVdC+mroXQAtIiKhlXwiAALfDaCh0Z/s7pN3jMX6UqNEpA2yjaJmA7iYhTDz0DraemkekUMj1HtBbj39nABj62EiAS7TzEVDsjkqYwtEcKlbOHPXqjRqEIARaMEaAFIgWRSNaSOppFbsYL9EzAe/15Vgd1Xl06R9r3kC0PFQuCTcFUD2auxQSrfWS7h+gPMRmhz7HlKDXTOaacz49s8wRGc0EIbHk+DGLU9sC9n2E8YurLNhIZhsjpKdKLp1j6/gaDecvZ5+/x4alVXqzcYEGmzMqYU6rDjz75Gm+fPcVbU+fwWxHhEy2uzq5T94eEMkVogdez+J0U0elhB4NRU0pecZUkY+NFHmeesKOgYy8jnof49pFzdC806F7UPD91h7P+Jn0bu83cQsvE3NYhG7rOO8MrfG37El/75lXwLGuP1VmsbPN9029zxmvxUrhJU0akaBKreS32WdENmnKAL1J+c+PjvL61yDD10FZwvr7FB5q3mVJ95lSHhXqXuzMz+B0HjeWkd0g1cuaOpBPryiwzsrwx3hkhs5wNxe8Om4JyvS+B2/irFZdYbdSwkU+8UMMqQXR9A6xl6ylL8/EN1i7XER2PRX+WKW0QnnIMkt2+izry9aANqtV3Hnk+L/Lu5AyN+La36B9JBG6iTZTx2d2aasqeS7m2Mlu4Qik6j03Bv7XOJ8/c4r9Z/BOqIhi7xNAmXEsE66bK5zpPoq3kM41vcskLGFgYWsNdE7CiG2wnEUmiSGcMrSsSE4AJLI0bFWbNDLrikTQVqm8INofIQYLc7iGSrG53jyqOB0r+no5qMHMMzoJNpYMGUhCxYDVusJ7UuNObZr1f5f7SLN66x7nPpUSrA9TSEjbV2HMLmEDh3d3AdjrFsGz8AGx83+cyRzPg7qGKd71rGVYZtsgB6oyvRmTYflFLXcaMoxAzP8Pm03U+/VNf56PNa3ymdoe6jICo+Jy2hv/01J/Qmlf807kPc703x5O1ZU77LZbiWVbjBiIV+D2L10kyKofRnC7oJPLmlByWy+kUjiFjfRRlXUAp2eZKIHsXGqw/69E4v8mHa9c5520xsJocklnWPt/oX+b6cIFvbFzg+v155l5W6EDwBud4b3oOT2quVNZ4OlinmhnxntV8vvcM1/sLnA62iWTCb7/+HNHbEf3LCbNnWlysbPAj9ddIrCRGcq62xY2Zs6QbckQ1K7OGGCULT/XwCnF5gyLRWdaFFAjGk9iHkiwSlGHo8niz05hKwGCxTlKXbF1VWAmLyTRyoJl6YoP/8LE/Zime437c5A/vv0h1uYEOFcYTRMsKlZSiRGMQW21X4psnOTOyOZR0z7QfK2JJHn7VCozzcZSSSWT0m3n5VF5vK4RXsIYJpTBXL7DxbJON5+BvXHyd5yu3iYQ3ht+laAZWc0fPcSNe4ItrV0i04oebr3BepbSNpmcFb8aL3BzOE2tFGCbENU08JTChxQaW7qJC6CppVRA3IWhB86bE7/oEw/TQgeDuejlGhYeU2Y6fX8t550FL8oevPwUDSfW2hzeAhQ1L0DVUb247L7Lbw2qNXN9Gegrb7xe0msce13E6O3MsWOvxDtGJ5GbhmUeRI4nK8XOtXWdu0eXn4DoxM83GC9O0HoUPN67zZHBvT7hAAb4wPBXdZd7rcClYZVqVuLIFqNhCmo/JjBK0ZSlj5MZS4NrvR5nmRPNI7oXKWgXCkOG0ZDhtmfFT1tM6W7rKm7GmrSM20jpf3nyEV9+4iOpKwjVJYxuaN2OMJ5CJR1pr8Ec3X+D/a2j+9InHaAYDXl46T9wO8Fd8vJ5AhxarYOquINwyxDOKdEEhhaUqNEZoNIJn6vf4i0fO0dZTTF2dIdiK8W+tgbWIVB+vQzrLSUy2wefdkkWOS8isgGEPt1wq5PNPcOffnEYHoCuuycwq5y/oyIJnsZFGeAnSH2K14FYzQqTwgZklEutMaihTdNUynPEZTCvihiCaaRCdquK3E/zNvusQ7/YLqG9MMof3oNv+Q4ZWMkXn5Uf5wgPA/V4IMeJNgRERkucVdLVbzzRof6bNpy9c5z+be5mqDIBRc5G2Bm0tPWt5b3iat3pnuHbrFGjBncszfCBYpm0kGybi9d453mmfYqg9amHMoBGTACLSeEHKIAqIpz1MLSWaHdC6V0XFinBL4G2HDouVwjUyHZXP4pAJzvEfHUZoJRRt5xbCdagt+VTXNPXPv4nt9jCZh6on7meHw5HhzVvdj9renCd/DtliPD4gMv4c4+CI/JkLnhczqrUVAlGNsPWqq1vuDyBOMjrgEh5qLXquwdoLULna4lOV9zjrhYTC33F7ky0fH8sHoyW0FcwpSygkcL/4nNc3yDjFjnHr25Iu8xLAfJFqsIdkZNxNPZMll1nCPOfRFvU6tlZhMCNJF2JqQcxyMsVK0uD+oMlqv87ydoP4rSaP/XYf1RogVl1bfU5kV3sZCHz0whTxdMjNj1zG+HD59zt4N25jtlqYOCm4z+XpBcxUjfaFafQVd41GNgcUgpeq7zJ4xOez4nk2b89Su6+YXgkQSZaPKeedDqOLLHKfLEu2+aZZojHYlzkycxLXPjjFL/37n+WZcIlngyE+ymHYgERiMAxsyobW/FbnWVbiJvpZ97yn/W0Sq1DC4AtNWrP05hTdc4LhKU1vWxJs+9TuejSvC7ztLJEvzWizz5K2LtoUB24ee/jJzpxbocQSV1Ch5k0gvpcl2pynI2o1RL1KutCkv1hh8ynBD1x6h4803h3zqLQ1pGjeiA1/b+lHubU9w+rNGby2Yvq2wCj49Uc/xvW5a/zevWdYbjWI79TwtwUiFQgNUR/qfbeTxtMWmhrvXI8wTGhGQ+5sRIjUNdiIJKsdzyGfvH7621kFVXSbZgm/OIZej8atAf0/r+J3LdVVxxujhhpve4jtD7JOv90H5jhlMq/lILQHD5JSiH9UKUpTbakGt6gMGh+brVVI5quojodsO2dApqnj0M5LJ4VEV3z0XMKpRgdfUCR+c+mZmG/GilvpLL+69AmW2w08ZfCU5ucufZWPV67xSv8Sb/XO4G8LvK4uVarsorOCwOk4yfCSiNEGaU2+YZjC2ywOQ/Dcf7Vlg34jYGntLL9yeh62PYItiRwKvD7M3TN4K9sOo+0P3HOUWUbjGCUEUS9i7lsKowTeyjam2yvmk02y5+oPEEoi9bTjlxMGP3tvxlqqcsis10VKgxxYvKEZGfGxUuGjRSqjPozd523OM77X39VUExbmGMwJLvurnFE9IuG463PHxxMCcEUDkYBZ1cH4kp4JGBifr7Yusx1H3NyYod8Nab4rqd9NENbD6yv8tiVoGyrrGm+zj+wNnBOVV2GVI01xuLny8DHyvPlHCIc7CeFCK2vdBJQSEg/hO0Y1ay2yViFdaLLxbJ2N5yyPPn+b/+Hsn+GhUCVDbrC0TMwfdJ/n3X/8OM1bKU+/ctc1UViDmJnmrbOXeePcGWb/KOLc9SHhzXvYza1ic8kxqfSZR9i+WmHlI4IffvRbpEaRWMn99Sm8oUINLGKQuJZ3JRFWPryuspI3Z4ZDiBPU19/k7Ouhq6eN44J3wtoDZMCtCzePY7t3SNnDP4po7fIONqs0gPFy1IzpEClIZ6p0F0OClkcQeHhKugqGYYzt6sJbTRoe5xbXeWFmiWjCYGhraJmYf7b5Sb6+fpHOP11k9npMWlEkNck/+tmPoR41/OnGY1zfmiVaE/ibfRcFlA4hEPkz5+3zhhEcVGqrP1aFE+WIR43mbs5+6HuYwKP5Vovmtyy6GZLWfaI7W5hrN8a4aPQk3UW5Ph8gI8CqvGxXB1cAACAASURBVOHul+5o2HO85Wa7jUgS5HCR1EgklqoIXDWL0DREwll/EyUtsmPx2xrbG7h1GUWUaTmOppFCMePPk0tB+La73sXsDJ0n5uktGp4LNplVIR6KFM3QOohOCVf1JZFEQnIuoylYTqZJrOIbty6QrlSYeksys6yp32ihlreIVqZJpiO8boJqDxHdPrbVHtFXlyWn9i79LA5QividKT/MjlkzjRrWV8ih4zVO5uukVUXQipG9GNnqYrc7xBfm2HosovUoVC9v8+z03cyIj7/4rw4F//Gbv8DyrVkuv5cQLvew7bbrTATo9Jh6BwabFRp3YoLVLrbTG/09E2sdL0mt4jH1VshvBR9E1hKazT52JSTYNkVLP+l3mtzBidXG1bdnTTOWI0IjMIJHsijDpsmeC2Dye2PHwUGR2ziU5F73bo0z+T2kcCWnYUDnQsTWVUllTVCNJEHFGXTRHaA2W4jIQS/dMx7PTq9yJmxxLYmoyoRIDNjQEb+x8b3c6M7x6hsXCdYV524lBMtdvKqPX/W5d2eKf9X4AHdaU3R7IdM9i+jHYwnhMbrknG5WSsT7UGoIWa2A543TSOSYuOdlpFmeu6fNHI04QWiN6vmIVmdUV7+n7vcwGg94/+LcGdJTTboXDd977jZPVe4gERgMQ2vYMBVuJ7O0exHzPYsaZPz7xlUkHRVqKmoF9it33a2kGUAIvHNnSS7Ms/ZYlfXnLQtPrhHlkQSWV2L4B7c/Q2w8Fivb1LwhT1bukViP377/HJuDCt1BQDz0CV6r0lizNJYSgs0YtdnF9vvIVoBvQA5iB6UUvDB6rNQwh5VdY6Q51Gb/8BuCMoY263sMz9TQFYXX1QhjWX8mYjAHlVWfYLtK41aF4I5i7bkK7Y/3efLcfX5m8as8FtxHTWCb2hp+fe3jzPzdgNmldzFbLazW43hwnHD69246xsOtbZcQi+PxduzshZubS4T3Vzn7RpXFP6jReXqOle+pMH3XUrnXRXZcOFoYmtwrMkeHE44kGUaas745LosgO/buAOx3e0neUBL4mC4Pvlbehpw3eOUnoEwmcQ4jOYdKfriInyW9Ax/heZgF5+msPyuY+eAKyzdmiW94+G1J2PKJNupESyHJTIXO+ZDW4/CZuZfxRcofd54GYMrr8Rfti3z5n3+A+pLhqa+vwda2i+K0RkUhXhQx+xdXeGf7EtazWAGVDQOtNnaQ9RrksAaMFuFkc9BxRTq9knUx5vi0mGpio9DxkJcI3cRg6J5j3RkNHU9syGPduMfYbKSi8/Q8G096PP3h9/gfL/wOVaGAgMQa2sZyI1ngG9sXGWxEhJsJqjVw3ErlxPoxKC4eSIBWtMqLUcWMFPSeWeTOp3ymnl/n/3n215iWhqp0kEpiNZ/d+jD3/rereAPLnUVF3ITfftYRyDW+VCHcNMwMLGpoqb+2hFlZK4yzzknIBkPkepANwzjIL57giLf5yV75+P4ysx9CYfgE4PVShAE1SMGC37GYQOB3we/ZgtgpnoJHF1d4YXqJy/4qC3JIObm5ort8ebDAy6vnWWh10e3OTvKrTOxw6AhqcnY4pRC7YLlCZMx5gyEYQ7RSp3ZHUVk3yEHqIJUcx3+/2o2PIkKUMFLX3cjsNLLnDpE+tFde9qqzsisRJ/sb8lIb8uhXpXLMQ2Lllgwj302vuzBOel3ByloTkQrihs1qvB3lAkqgQ0ncFOjAciOe5148zWfffh6dOsOrt33O3jBUVmJEq+2YAPNzQbXrII02LcmydBS0QLA1HHHsFGOz48wE+aY29vzvTwQ3lkxOtYsOM+KoQuKkgHJs6fzTcsQlPI/iLE44/HyRChn4bF/y6D/b50PTt6gLH1+4iLlrDfd1la+0r/CFa1ep3Pbx2j23ybwf1VHskvx9kGRrRngeSV2RzGpCL+XVeJG7yQyvtC/QTQPWBzXeu3GKR28PkcMUNYyI64qWcF3ktfsav60R2iJT6/IMBbVDSSZt0eTGMykl7pWDbm4Pn2slTTNSIYF/B/z8AFQpmPIkyYqH305Q/cQ1YVUCepdS/sEj/4JZlbCoKkiqY5f92nCO/+KbP0H6RpP57bdcAmHX+xtHsFOqepCel0E9pd26vEvGMbbdxtOa05uzoI1bNEmaZdplhu3bEaRxWClTCRz6u7LARkUQwKk5uo/OEK4PkWvr2PgIHaP59WpVbDVyBFWTVSATYyjqXzMpDHG55O7A4t6BKz0tGabSKTA2q0UW1tK8YfA7Ef0zlvhMCngE22B8907TuqJ3RmAqmj9ee5LXby1y5ZfBX+8iNrexqXZNJcai+4PxRaZdQrPxTptoLULGGhlrvOUtx0OTcWMU9d3ZsV1CSYTyxvV6XLGMLez8TFvb7riOxhIhncgaWXJ+lzGqgjKNar3mHJtedgjF8HDvKidr6320y59+/H9mWnpU5agmf8N4vDq4wO++9Sznf9MnXO8il1bd2jGjjaWg2D3sOrAcbCOYrPYKAkQloj8nOXNpBW0F//07P8jau7Oc/yNLuB4TvXufp+L3MqoOQ6QUFaWYrlYcslCJXBRUDd31y4SAUCpIcF74OBfLxHNOOjslh+UgsNPDryPPC/eFdN13GV4ulHSeuXQeukg0VmVHVnmGhkyoCrFr3e+NeIHhe02aS+zZxCIyDFEuzGErIaYWYAI1Ij4SgIDKauwyyq0utrVN3l1lhzGyXaojzgv1pRlhfXD05N5xuCBMtgi0RgwTvK5GDlPnWXt+MdH3ilLGx5Et8jLFsHQ/u2TR7pi1CIKiG3cHl/wxZOy0eJt1BWYlWqIfo3xFuO1hPIGOhONetzCccTCX168R1914ZF/y7tocrIZ4m1uIzW3M5pbbdAIX+jou8WwDyjd3QMYpqp+OKB+E2J1uuThHtuSdl/VwrGogRgdX5BCezYjodAav5RgruGgqikBJZN5IJwSi2cDMNtD1kOFciNfVhLc3kb0B6b3lg3nlGc+PefYqvfNVHjl1h9OqsoOLJbGStonQA0WwFaPaw4zWwo5qp6VwB24cXTOFLvYa645feZ7rP9Cw1aky7PmIzYDGTUl1qYXa7KJX18bPvU1TrHCUs0K5E8KE5xVRebG+doV2sjMNsmauB9I9H8KIw3fCIy95y65+2Z0HKDyF3Ooiez45taNteOjIQ/iGUFCUM03K5zcf4+o/6+Atb5F2ezs/IBWyXkPU67Q+eJrevKT1pIW5Id9z+TrPNO/hC43E8n989fuY/sYsc9+qEnyjNcJp+31MkrgFX4lGpXDajjz840jxbIfkgjBZZUoKxAkyTQnbrkqHMHTwiBSQpOisemfvCV9iAgxD5/HGCVYKZCXCDIfjHltO2hWFyGbDHR7Q6ZI35RyFM6IQawpjNfIys6PdYtd+L1Y3kC2fan+GYKtCtBkwvCtpXxR0nojptT16Z30woIYQrUpYnWJmxSK32sVhGUIpZK0KSmF7/YIb2v0tI+TqDfCsRTcj0shD9jJyrlS7iKVckZJV3IwqD0Sh32OVIOabR5K4RpWMf3ySDVF6mTc+M0U6V0f2E8QgyXJTitbjTdaeF8SnUp56bIm3755m5g9PU7ufUtlqYfqDBxpzEQTIRp03f77KD7z0TX52/ku7OlldG7ASNxEdD39lEzGMncFWcrzUUR+xsxP2iBJLOp/8U8ZiaWaaBB1L+806szdg4SubyHYXs7yKTtPdHR+bsS0K6conoUjsm71yEBMNW2MycVqU1RohzQjqOqA8dEO+q8FL3WHLIis3zFnuROghPYkdhizrAIiZmtCDtoZB6qNa/aLMsJDcW6xUsJfOEs9UaF1WDOYtlYttzk9v8YnZazwX3cYXbuL+k/kPMpgPSGsKP6cJyGkps3FJIcY7Do9rxCflsFBLqanKao1IYkSjQXpuFuNJTOiOsvPeuYvt9TC93r5eQ3GYNbha7ryqYC/a1BzLmzzarPj3YY3X+IQf816KypCMLtYaRG+A8iQhuI7Eqk/SdJ2HQQtECmpoi0tHW5lX73nIuRq2EtK/PIv1JH4rRg5S1GbblS+mJeIwbTCeJK0ovIqPikKXK8n1oA3Cunaigl8/f347oY/jJkDL8N8uJ2ZZ60ipdMVjOBeSVCU6EKQVQfecQF/pcXZ2m4/NvUcvCVifP4s3UFR9DzHchYs/b1efnkKEIbZWwTQreAt9PtK4zhnVBWo7hrmlq9wbTCHjUXTjrjfRsfttlHLtfWFMAx8beQiLmycdg1zfcg7bcBf+/d2kiHTN2M8Hkl3ntH2wp76HPFRDniexCsnxpH7f7cbDoTu9J0siiW4NLwoJ71/gX7Y+xEfr77Cg2kXpYWI1Q5vQT328vJsvZzgj87QaDTg1x/WfmGFwPubTz77Kc/U7fLj6Hguyx4KyVIWPwZBYwyfPvccfDJ+ge7tGNHnSSv6iPA8h9AjbK8muCboDKecBWfcDXSP7nlL0nzjN9b8mCaaGXD21wrXlec792mWipTby2g3MYLDnOEyvB/1Rc8WeB/fmYX2cYLbb7leTXsxRPVA5OsR4dFitHC9n1NrxqmxuITo9PKPxkpTKN0JOh9lxYqXyUBGFmNmGa+SSEmanaT03T3dR4f/wKrOVHm/dWERtVjjzpTrVuwO8tY4rGQNEkpJM+XRPeyAqRIDsxYieGkVl2X/C97GVzNB3+87DLZPAHUXyI9OKDteJwy/yj8WJ45ypBgzmfO59XPDSR97i6cY9PlF7m0gkNGSMLwxVYZlSff6nZ+YwfshMGGbNPaVOQwDlotrOx6/Sn1P0TguShuWvXH05IxzbOe+1Nbw1XOTPly4QtASmHroWrOw4xcIbFfJ4Jynt5viUyMPy+wjlKp+E52EaNYbzFayEYBvClnYwW3oAorjytWH3c0LHKoLMeB4lhy5zWoe8hl4YtykcoZHuO8N+COPhhLXusIAcj8pO+xBJDEri9QRvd05xPthgEG0SCVBZu2xiDRUvobc4h+cp1MZW1uJvHERwao74TIPBmZTZ09s8Vl3hSrjCBdVhQXmEwkciSLOEnMGdnCN22VyLho9c8e8Xtjd2k2NeLfemlUDVUmabXV6cvUliFO35c3j9Ct5N322auxhm8modsYfx3nXM5nisfrtInsgrjrySjELvHD/M8xSJ47yxcVJ0uo6GlkEkUiCrVWR+EpAQ2GpId1HRPWf5wVO3OBtuMUh9lhsN2ksNjFehkRoUzog7I03W5FMMNBunAJuNt1zqlusnw4WPHb1lRuOB/PVaY3xFGgrsTMKnZ9/i+fA2L4YuGWQIMDi6hgVvm6Aak1YCRHaIs6hEI4Mis8Mg6lW6pxX9BcFw3mBqmmmvh7GCBEtidYGR5yyJCksQpPTrlv7ZGuGGj9/tF4lN1+/1vq6gccnPdc3uk8OGNvIwvkBoS7Bt8brpwQ6nEAKZH0JSEpc62ufdlo25GOVPdjh+k410fxnZDwV5Wd84J4JAZ+GpLf5utXY4kZdSu2v52mtXGTzl87Hqu0zLIfPSkqAZWMPH567xv/7sZcKVGvOvLuB1NX47Ia16rL4QMliwfN8HXueFxhIAd5IZng6WJ9r7LYk1fOX+RaJXqtTvDN1YhKQM/bna6MyIR5F7lr2gisPIft/fzcvf4/M2TdDbmmBzCPdqrMs65y5v8sLMEv/yhXP05yucv9bAdHs7E5fl6x6U7zP3yvMfy+Gr+8XBrlOSvP48NyYFxANFVciYMYsZebtC7uohWSsw/QFya9ud3NOs0ztfR/zgOt936g5/c/7zLKiYH2u+woau8qvnP8Hbm6dY+60FZt7yCe62EO0u0doAqUP8raHzxgfxiOWwwESF88r7Q+eU9AfFJjmCKg7vdeVlgntGSLkYjbUCXfUYzEpOn97ip+vXCIWHyhhCFaCtQArLrOow0+ixUq9BFCKlJL5yGl1RxE3Xmg+QVAWtTw24cMp1e3pZ4u7rg0vE0W206hMJiS8kGyZlQ/s8Gt7nbz/2RT4//yjfuHCR4M0ql/5VE9EbIvpZKbBOik3u0KtIuMj7gToBt2ZnptHzTYazDm6qrsQES1uIdpf0AI1vwvORpxewvocYugY82+uPDpfOeYr2m/dZLXk56iTvucg9dN/lCg/KQPqQG4LyKogRwP9ATEgbgrYhWFVcm5/nD+ee5lKwxnPhvfyiNOSAypkOPVFjcEsReAKZWnSk0BHoimE26DGletxLpumZgMRKtLXFxje0KW1r6PQiaq2s8ywfa9mmlSoZiqPp8tOMjqwXubfhPEpXpHUNVkI7rLMmh0x5fXTNkFbk0ZNKD7p19k5tFsZO/v5QknmGZBunhZHXvwvTnZ08C3O3aCP7LgCeIq0IHp1d44XGbU6rmGnpMS8lPdXmpanrhFLzlfopdJTxl0BWFaSQg6TopB0z0vl/ebI3D9WL0sljeuT24A1GaUWRNOBs1GdGVXf8XWWlcDU5ZK7S437FYCsh+J7LE1UESVU4D8yAjoRLOFtBNw4wFr7lLbIaNwBIwrucVT1mlXA1AAjmVIcg1LSbEZ2zIW9uXSCer+K1PZS1LtJJDmasHij7raPiM8LR92iLSixyoBHtLrbXf+D3hOcj6zWS83OYQOJvDpwxz7pnDzLL97V3e20iB3jfD92Qiyh0C0CYUZlX/uf8CCRwdbEZVt58ZZnK/SmGX63yG6d+iNbjcOXDt7lY3+TF5nVausqHzt7m9eAM3TvzpJuCoCVQsXE1xm3FXzx5nth4vNeew1rBR6rvct7bRuGOPXsv9Xg3WSBej1hYM3jtYZHgG6fBzPmTnQEXWadhnhw8tGeeJZHsA6pJDuvZGl+RTmkWprpc9VfomhBhhDts+v2WCa88r1EG9q7p308E7nTxenUEVQzjjJvC7O7xZJirUDlnTnZ6jslImYR0ddONBjZyJ7MMm5IXp2/wUvUagXBxoS8EPpLLwSqdasSfNSBuSMJqgOoFyO0ecrvnvOz+AFuJijltk8Rh5eUIpawbXXIOjiSl+XEAHHf7sod8cYtPzb+z58eUkDzmd/nFc3/K/2K+n87j5zBKcP97JdazhOsCNYRw0+L1LI3PVdimQm3Z4PU09xdmudUQ/OHzzzB/YYt/78oX+JtTNzitFAvKoBli7ICng3V+pPFNfqX+SX4v/h4qyyHz34wcne31BGvdUWfHrrgvE8oZCyYdoWBSYFvbeEmKt6qIPOV4nvJekn10KoIAdfYMg0fmWfoPEmqVPvEX5qjds8x/bojOOsl3jQrKDVi+N1bNtaM6Je/wVNl1DrjuHz5pllKgjDNgWu+kaJRy5NGAW7itbfwkxWtVCdcq6LDGjcuzxEbxaHWFxCoWgg6NMKbngVUgU4tMDeGW68a7t9lECEurHyGEpWdDjLVoLEoI7usm1wZnUF2F100Rcbq7wcg8civJNpwSTekhS4YOp7tDQhUC8AyB0kQipSaH2MCgQ4UNfWQUYvr940NCe8mxvM8RPk5OsKb2iSJybpeccMgYtzjTdNTMmPUrOIpQtxlbBQ05oCHGPULHbpdQlXHWX1AyL3l7dUbvkG9YWJs1udhRwvc4jV67ic0Tzw8y4q5zManB5ZlNFv3NfT9eFYrL/gYXalv8xexFrALddEftmbaP0AKs41+PtixqOOK0D1ozJM2A/qmAjXqNtbThaKUEyNy8CKhjmZeaK5VVTF2TdARpReL11ShCLOcVDik7jr3Le1VKZGA2O3ykoJOArAxyDxqJ3AHwPWSjTnJ2hs75gI9depvFsMVvnv4YMpHYwB9FSg+Adop5XYouy1JEs4ecNw/XkEvpasYDx+FMmmYY2ajTckzyUL3riK1Eu423GjDdvMTgVJ2bl33aCxG+0HjSMNSKyoqlumKIrq9Df0AgJfUwoLK2wGBqkf4TkuG85r1HTvFSeB8pNMYK/vHK9/Ll648w/RZUb2zBRmtH4sMZiyzM1mbEGayk86iPW5Wwm1gL+Vl+So10ovX+tb4W0IJYK9ZNlQW1zWc++DJfPneZ9uunqDWqyLdvYLrd93Gc2T+NLTDtI1Hi5vXSaabP/FDa4ggsx2SXUwnI6SlEveq84qzySQiBHQwwna77OQjc71rbCF2H+TrCQktXaZmQOTUonWmqGViflq4QbkL17gC13nYdlDk/SJaQpz8ovPAiWV8+8i0vy3w/DpI4sP4cLDWctfzYqW/yTHgXCPb8uMZirOSp2j3+6NNPYHsesq8QiUDGAplA1DL4bU10r4PsDLBtR2PgGYvajAifPMWg49NKXfu6RIyR2g1NTMvEfHHzCnNf8fC7Fq9vXGTrKbfx2sGhDZjIOIGs1g72KUoB3bqZzPk4fqWkeB95PmZs88V54LJaRWRQyvbFCms/0ePR0zf5hYUvIIXhax+4xHsL86RfaaCWArdJ7JV3EtnB0BObzSTsKHIu8nIN+l86aIXMs7LKZcGNe0AhxnE/mzP4ZZnmvPHBpiliMMTfTvC3AwYDR+KuhCGSzqvy+uB3jZtovR42I7+vGUNlqkZ/YYa04jiEc5VrLMv9BmY9INy2iHZvJyQg5Mij289z+HZl4LOOS5uP+iAQiRVoI9BWUpNDPtZ4h772+eriKdSgSvVWCO+XId9NjuqRZ5Gbzb3xvXSd89oHPjYKXKdd3tkoZUGh4A5vzlr7B0PXKKUNMoH3+vMs+qeZVTdB6iIB3jUhrbSC17d4ndgx1sXJCPvOG3Hy9vdSj0R+UpCjbMh1YYvGkWNt9gdY1CKPOjzLtOoRib0niy5db97b5tLiOqvtOoP3GqghyBRk4g7R8Lqp63judJ0ujIHYHzFdKlv0Y0zK0KZsGMVKr0FtWSPj7L6GzAY4XR1JM9kGv4MeYxc95wenFz8XMMZID0IpZCWC+Rn0VJXeuYj2BclfffQNXmq8x6P+NomFp6bu0xpE6KiJUiqLCvYZZ+6ATG7qZQrhomqlFNEeIDH+cA25MaPOPyGyrkOJbVSxvkKkWQ1uqhGpxrY7btJkWHXBpiczaKOS8v31NwC4k87wZ/5Vkk1NuD5w3Bk5ZmVMcZRUWgVdd/9uG0kgDD6Chj/A1jRWeo7RLu/akqPwKm/JFoPYXXM4zl9hD4FpjeRg3xGB66AsKDAf9HltEENJqhWnVIfTKuGS1+PxhRUqfyvhC/euEGxeQL1yeHKtnNelqCya/Hs+UY+aVJUKO1UnmXOH24a3tEuIZdiiLUUlgqwbE5xxSVPXmu77BcZoU4PtuHFaYxFbLdQ7KfNrU7zW+wBfPvs9zP7oHT44e5ufn/0SVan5XOtJvr52ntqyRtxbw/T6mcc1jtG7/MlOHRSeVmkze9+jtT3EZiWojeuS//rVH+XnHv8az8y/lZ10rwtebQCTlcxNyYQXoiX+k0d+n8+1n+Sfv/tRvK6gcdMVG1Rut5HtPmZjq6B9Fkpizi8wOF2l//EOf++F3+GD4W18sTOx+sXhLP/o7vex9NYpHr/nnIe0HjhivMAvSjYPG7fYrNNyVC3yYNjJ/X8Gw2W4tZtLjDhYXrzK7Z9PqdUGLDaXeKq2xS/MfYHTKmZBhfRMwofr1+mmIe/UZwijyI1jcm3u4oSMNXDliXJG3nhRkljQMTx43jz8zs4ihMm8Ld/DVHxM6CGT3JAbSDMaznIdcX4ZKbAKlG+44G2jEXRtgCcMtm8Q/RHr2+hJXXuyDsFGGl9ojFv+7s/SILxs0WWVBmMNBfkmAhmvSVaRINyZmd/u0NnxpngItUfr8B4ihaUqU6ZkQCg8TivLf3XqT/mt6hL/56kfp96oO3jroORaGewhwrDAhMejKTt6t0c1XAJs4JFWFVYKgjI+PjmpbfYehsNRolHL0XGC+ZhKG5UdavRwiGhtM7W1Tf3KWa59aJaKl7A+XUXT50Z3lvWtOhfauvBAd01mWT1eMVO0Y5tRUusIDJDHFmMJtwytuzXePb+Atm8wtAlbJiUSguoEDXQkIBIpF8IN1tMl/oUFFbtGGX/bHTRuu24zs0nsIEYpSKYiegsez529zs821oGdRlxbw414gdfvLRKtKuR2HzyFDD0HrRwDGyejsT0UhFd+F9nazksYReAjmg3a5zz+3ec+zyPhKue8TaZln6cCSSjqACRCM616TPs9jFc6cPsg991nnHlz0GGPA/zOnBCUZ4kBkhS12UWqrG3Wk67zLtXYvEmoLNaSNDx6FzQX57eoCtgygtW0SScJiLRjxCvO+QwC5FST1U+dpbsoOP/J23xq4R1+qP4aZ5XFFwqNpTWswLaPGtpRHXveiYUaZZDTFOI8IWsAg8269twzHnbB5omXXTziPNlS2qltvmPLrORusrM085Z7pytcffYOL83dYFZS0IoqoCEDPhTd5L/960P46FWu/N9t1Nu3ML3evpuECENkJcJeXKR7qUnlXg/xxvXSEWx29BzHLLUTw4TovoveRG9QjEuonD0ugylyPD4ztDZNEWlaHG/3wAaPLNcxNdXjSn2d++k0b+qzvPm1yzTfhfDuGia/zl7JrKIBaKKbMCNWKpqSyp2q30bJq4b8riVaVSx1p1k3ff7+yqf4rZdf4NFHlvkvL/8Op1WHK76PKW1ESebYGN+iA4HxBdaTrm468EfYcgY/3P1kSPVDa/zUqa/vOpaeienYhN+49SKnfrNCZbkHG1ugFH4v6y629uEd0JJj51CC3ZR7J1Iw/NCjXP9Jj/nLa/xY4xVmVUIkBKGQeCXq7C2T8it3P8m37pzh8kZWsbSD0XAPCGVsLPlnM1hFqSNFsg805EKIC8CvA6dx7usvW2v/oRBiFvhN4DJwA/hr1tr90+P5gP1sQuRJzjw0btZB+aPfFwyDJYUYgw4lNBPmKx38TFldExKnHlGum7zYXilsJaR9UTC4FPNvL36DH6q9xYLyqIgIg6VnY/qpjxxIVJyO7mszI17c24Kw9JIWr279EbF2HYQXgie4GDxNSswr6ecBnhVC/MGBdTJS9ujl7tbxVQ65rf3sJgAAIABJREFUhMTR8E22Brsyu6Qm+cjMEs9XbxEJNcZK56E468X81JMv88W5Kww+t0D1pmvN3nd4ngdhSDJbpX1eIZMKFaWwwDDZ5tX0i8SmD0ZwQT7JRe9JEjvkVfPFw+kkW9gyg7DscFgq3ZM7Nj7XiToqV7VlD20fryb/jBWCZjRkIWjT1hF3hjPUbwtm3h4ittqjuXBQD6nYbCWDtM2ryeeIGUAqOO89zkX5OIkeADwmhHiHw6yfB0neZSolamjwO4rWMKJrLF9bvcjM132u2TPcOjdLJBLK3Ygaime0nnWnxyuBVaI4hjHHsoWSEIYMLw/5jx79Mz4YLbEb18rQpmwZuLcyzZNfuA79Af24xavxF4jtAITgQu1ZLlWfIzH/f3vnFiNXct7331fn1t3TcyM5nOWSXJK7y93VemVJXt1lB1acwIaBQM6DYwWGE8MBnDwYsBMHsOCHwI9+iQE/JVAgIXIgwxFiWRJgB5KiOF5L2kiry+5qV7vS3rUkh8Ph3Kcvp885VXmoqnNO9ww5PcMhV1T6DxCc6enuc+o7VV999V3+X5+O2eKgMrmhNX6jU2HNnQG4pAU7tu5ixM/+zPd53+xrPBQJLdXe85pdI5ZJc6lB0OvuzzF+o3U9ess1RkiKo7XIc+D3jTHfEZFp4NtuQf4m8BVjzB+LyMeAjwF/cPOvkiGlbPp9a+EGgaVKzQvIlGWVS2tttLxPFKvU462c4ErCSzMLXDkbcCWf5dmdM2xstZjz3WTaU3ZDECE/3qZ4dIefP/8a72z8iDmlSCQiEIV2UeaVrTbNZSHazGz1XC3rwpfUGmMQo1GF4ZGp9zMTniDPezy5+XmOySKXBy9xTBZZ4+pzwFfGk0ktz3h0h6by0Q/xhgSWzJ8wxPT6VeaJmySm0My80uGv/+oD/I8LjxP/3F9wMVrhQmg7gm/rAVeLgKV0lvVukxOpO2nsczSVyFr7g9mQ3qLQWAtolMUv8JB6B9MyTyE530i/xDGzwGXtZGKuHUAmuLngNlVvqXjXiRLEWZHeH1wq5T0IpG54DSWQJOgkYCbpsxhtcn98jQKFymyQ04xpKXqjoYrj2MwRZUIeih5nNlqgiAxPbn2eY+EiV4pXALaNMRfHXz+MtZmICx4mayntS4rl9WmuFC20saRZwVTGA/E1FoIekJQ9KAGUCPdFa0yf3WJ7psnV6YRoK+HUkzMkywo2Ni2p3SP30z01xcmT6zwUX2XuBkbkM4M2f735DoKlxFZADmw/gIejx5lt3UtOxpObf8Xx8F4uZ88REpGb7EAyKRsvQ5U14lOCb8Qm6izzskWiQ2s546vffhuvPHiCX/upF4lMZcjVK8G7OqS7PEV7SVmmy9kZS/pXD6a6E9peHOV7jcGesquGKiVNRbC/22lfG94Ys2SM+Y77eRt4ATgNfAT4lHvbp4Bf2fdqdWhjj8N9Z23pogpKpgPri6vnWvp/2hD0cpJ1YWenwVrR4mo+y1Jvlrwf2ucWCCaJMc0E00zIpyIePbXMR45/l3Nhj5aKhixUbQxpLyJZNwSdG/hCvZtAGxKazIQnAAhVgyk1Q1p0WNGXuFfO+0+MJxPD7mvVgx/+baby84pYBSRTrZJHe4jXoygIltY4/USP2adjnuud4c18jtTk9E3OpjZs6AbraYt+GqFyvb/f3SuoMCBvKgYzmrwppR841jHTZh6MJjAhU8zQLzqscJlTnDu4TFx6qskLZ2EG1cS2wqners2IFe6LKfYLfFllq0OhFQ6YC7qcDHY4HuzYbI1+ZmW+36bg3So+RdTx6xMokmia2eA4iBCGTaaCeVLTZUVfAlg9kFz2w0iQLNhOaV7PKHZCNnTLlu0nEMc5C0GPaWWDnoEISoRIFBEBc6rHhfk1Ti1uED2wTe/CgMGsjWXZhhmK/j1T7JwOube9yWKwQ3IDl+KPsmM8df0c8YZY+tcsJyFhRuYBCFVMO5ynrztcy98kIvEfHVMmoyfXau2Mw/ntA/Ze10QbfaZfDrhy5Rh9Y0pivtRkZKagMJrMFHRMRLQR0FhzRmbimnjULO56EeG+MYBR+Xn33JhulgP5yEXkPPAu4BvAojHG18lfxbpebg5t826N/a7K6i1s2LF0qYQh0sD+H1sOg1LRaEO43mXu5QYmaPIfFj5CO06Zi3vce+8ar/+TRYJek3jLvj1vQTqv+XcL3+fReJlpFQ41bu6aARtaI2sx05cygs0O+c0WrhKX82o3nV6+ybZeZzZZYDDok7g2UGPLZC+U1oKz9DwpVSZlrrKkqd0D6mT24ooishyztU38RsB84ySfePLn+Mziu/iti0+S6og/++F76a61mH4hYu66IX7jMkV94xyFz8pxxRStqwNmXm3QumYtGfF5285P3jM7VibBAoM8JVFT3hMynkyMttfyY8uKGvNf5fba80h9gACRNBKKU8fon4hoBhkFilXdYiWfIeiD2umjB9n+2RA+flK2DpTh111OeU/vsF1cZzZ6n3W1gDcFDz9XbgIb3A9Q3YAvbrydqXjA9cd6vP/eS8wpSESVWSuRcyHa34U4yAnEkOcKMuumkX612TeudpC8yTPfeoB/sfWb/P7FL/PR6coL4hXgt3Yu8KOXFjl2zTZhUEmCtJp2ToUh3WKLrY1V5mfPMdjo0ZJp/xXjy2Q0xlRXmp4NdZx5oRRqJ2X6UkHejPk39/8qnSzm9UsnwAhhI0eURgQG2zFnntJMXeoSLK1hej6rqXKhHIh8zrtxa1z2tyXYKSJt4C+B3zPGbNVZu4wxRkT2vKqI/Dbw2wANWug0RQU2G6EcnLYuELS2x7YwgEAhQVFyXJQBNSXIxjbt12N0NM2lxUXUQp8PP/ASj84vc/x9XbbSBldWZ0EM98xvc8/UFj/f+iHnwnhIiQN0dcGmjoi2hMbSDma7c3Ohl7SYitykPN35Cg833kvoGraW1JYHkMmNj35U9ACet8NnQmQuVavOU+E3gFxT7BRIt0tLKY59+xSd0/M8cewi21mD8KuznLqimfvuMqxv2fLiMRo1G0ecH690aF+OSK73/YBss2WtyfM+z6Rf5eH4PURquAhlbJmoKZuFAq6OwDHlZZX7Z5hr5XDZMRJHpMcapLNC7FIIt3WTtXyKMDU2vTTLDpSaCexmrhOhIOfprS/xyNQHCbPhjJEDzZVxoQ0mVOhICFLh+Y1TNMOM955/nQ/MvUJLAhSWbygQ23nLsokaChShaAKl0UWA5ILKtWOAtNlgwfVNGr0Bx55bYGfzBF+/50F+tf0NwJb9pyajawpe3l6g9aOA5pprUJ0kmOkp6/LUA55+8294+MwvEjSmqVvXRyqT/ZS5V6IiSLdP60qfIm7y/e/dR7SlOPvNApUb+nMNe9pXEPYNM9+5jF5ZJd+rDeJIIdJY0AbEbvxDxWVjYCxFLiIRVol/2hjzWffysoicMsYsicgp4NpenzXGfBz4OMCMOm5ExKWIUSqlsiOL95n7KH8SQxLbiLZPQyy0LRjKCqKOpnE9pNeImAl7KDF08phBESDKYAx0BhFbUYO+CSzNpquU8kHOP7j8yzx16RzzLxrUyobl4q6P3fN3RJG9H1clqHXO0xtf4VTzYe6JH4SiIJYGqel5mY0nEzlmdlsQtV99P1FX3ejbeRlwfvM98rjDqAz2FrNTbF+AbC7nxWuL9LYanH01p3W5C+tbtmhqvyyK2gkBYwn4268IarNjO7O7a2mjeWbwBKeC8yyG50BrYg4uk9nghCkLTvBupWHru/SLGj1sgd10E7b3GSyeZPs9Z+icDFh7f8b8iTU+PPsiZ6NVNnQLjRCk2tYxjNUez2equGfnYzrGflbrgqd7/5tTjQdZDO9DZ31iGuRYjX7ouTIaQHM+WXXyBMX8NMvvn2HzkYIzF6/yK6eeoaVSpoMe56PrJCPph1AxgEYiPNxe5ljcJQly3mzM0blnBjWYIdnp2vXa6UI64Pj3mrQvJ/xt5z08dPpxECwplbb/2m8oFp9PiZc71ogDpBuhTcHTK1/gVPNBTqlz0O0TS6MsUDqITrFD9zGTKpvJ/TAsq11f5ua1oxk2m1tESpjrThOk04S9nNYbtuVjoxVbSzsQ24pyp1Mp2ttUI3Bkrd7Emt6fAF4wxvxJ7U9fAP4l8Mfu/8/v+13+5rxLxS1Qg0/l6w9FmiWOMElsyfn7gWOa0643ZU7YKWhcD0jnA9phSiSFVdpFaMt1tSLNInYGCX0TUpCWBRGZKdjUBX//zCMcfypg7tl18uWV3Ud1t0AlDG2RSRii45Dnrn6JdnycC3PvLkt+F4IzXDGv+U+OJZNdMvKK2ymustNMLWOgVOZ7le963hFX6JDNJuhzPZKwoL88ReNaQPvFa5gry+heb7gn4c1gDJjCZmBeu47a2KQoNCbP8MVQz2dPMsUM59Qj5QRfUKdZMq8fSCZGa1ukdDM5qT02v7pSHx2TU+IShhT3zHPlQwHBfR0+9Z4/4/5wh1iEgTH0nbUc9LVtjbefNV7n7XCZKuXicwbK8+nXmJJZzoePOjoKw4I6wxv6hePuW8abK1IbKzCURuflEQQUJ2bonm6x8Y6MX3/P/+UD7Zf4YLJGIiGJhFA7lXrFqTFoNH1jiNC8rXmZM3GTe5JNnkvu5fmTs4S9iPhyA+n20Dsd++xXVoiBe78cVKRQde4SV/mq3XzW2qYHP9d7ginT5py5iNnpgi5YCE6zlL/uPzn++qn1MPU9Mffla/eoWc5GFxTZALa24A2YesbKVPvxuP+VTyqAQxYB3mwsfi57b8URKXLgQ8BvAN8Tkafda3+IVeCfEZF/BbwB/LN9v8kTxnhF7cvw3c8lyhZZvsCjGC5XzXOk2yfaatBcjUjnFN9ev49Y5WwOmqzsTKFfbRP0BFJYbczyb4tf48z0BrOxdQe8vn2MtU6LmRdCpi9nqJ0uuv5ASiurKgQyWiNas9l5kys736cdHedrV/8cjOFi83EuhI/x7OAJgMeAjbFkMgJTFIipEQD5tne+3Hu0Y9HoRDWui7tSEMXoUFBucodbingLG10ftxJuD4wGkUQJG+Y6S/o12szyZPY3kAkPhu/gvHobz+Zfg1uQyZ7XFtvI1pQLWPCpolZ2Nevd9xU9Pk/voZNsPBBx709f5aePXeF0sENDhK4xrBURX9p6O9+8fs6SrjUbZSFQafGNnl7qjQD2yJ3fMCssFa/RVvN8fftzADyg3s559Qhv6BdmXKrdeOsHsYpyr79IpchNYVADA6HmTLzGcdVBiRCMBNzWiy6v5iEBhmmV0TcBV4tZVos2z3bv4+XOAt/87kWSlYB7nstIlrvgep3uMgBMdWIbUuSOPbSu7NazJa5kr9CWOZ7c+Rx0hIvNd3MhfIxL+UscTCY3gd/YD2ste/emz5zSuT0J3tJN1eADs77mxZ26fZ1I6VYcA/sqcmPMV9kVGi7xC+PecwnvWoHdtJW1Tt9l4UFelJzOJfXjIIOdDkEYMJWEDKaa/HDpJGFUkOeKbL3B4nOGxnpO841tTBJwdW2BF2cXyKfsd0y/Cu0NQ/v1bYK1HczG5vA9StVNvlwkzqUxH93DL539XfugiwKT2hJhnac8Hv4CXx78+XPGmH90ILmUk80vCH88dxZG3ercJ/BmcssvI0lseZOjgjwPiDeEZN3YMv9s/3TDm8JvyC4qPx+c5B83fn24MMpY19njwYf5X8V/P5hM9jpp1IttoIxvjb4uYoZckxJHqJlp0vMnWPpgzOCBHv/5oc9wPhwwqxIyU7BSaC4Xs/zd0oMsX5njwbxAWi2gC3mVF06Wl6eQ+obmU/4MDLk85oNFfnH2t6phFYWLNWiAHxpj3j2uSERcU2W/WXi2x9GcaK0JBhoVaS4mVzkW9ImIXIZKZYlfLeDvuw/RUgPui1bp6IQ3Bie4nrV5dvM0P7iyyIOf7hO9dpVidR2TDW5M8VM7sd20TN1o5jlRzRVRlnoCQDKmZIZNvXpxXJkM30O9gvYIC4zc2PwlStzo9LcXbrShuNRaiWNXZaqqhIrCNvYeR5m/Za3ePLEQsMuKMUFgW6hpbYmQoghabjcRZTu8NGLyE9PsnG3QPSXcv3idRpDTL0Jek+MU0ZQNqIYKNLSWNWFX6C4KJrI0t6INKs2RTg+d5aXysZeR8t48D0N5f/WbPSqSrHpa3V6WxEGVbhBgWg0AelfbSCZMXzc0NmzF7KEoBfwpxfPGuypdCQKIQus7dS4Ru+kGyEFIvm6G0eKsoT+5Clxt3Up7kicVBVL4zVHom4htnbKtU64WLT557R/w0uYCa88uMH1NCDfWQRd2Q4xCpNl0efs9mzab58PBV2MqBVZXtAcstd4XtUYWZYWvy/byxSSSa1RaoHdinumdI2i+zmLQ4XoxYK2I+PzWu/jsa+9gZ6cBKwlGgUk0aFCpQmVCuCNMbUC4smTzv2+lGrWeybHXKdCNyZhdT248+NOl/cVd8/b6rg8Fv6ZHTkal4RoEVtcxvm/c4y1R5GXwyjXGLFu/+WIerR3HinufI4wyUQhRSNEI0Y2IzukG6w8r0gspH733KVoqZbto8sX4p3g5eQgdCToOUIOCmVd20EmIjppk04LKQQqQbore2ral3fUAGpQJ+p57BWO77jBKknSrPBoj1h0EZbUi41rio18ZRxRzLTAw/VKAGsDMmwOiDZvWN8TMd9MvqqyOsuilVvBiU0Qj21yjltUgniVw7Dseve5u/39dYeP5p70iLUDCGzwHl/Ejhba7sBa2dYMVClb1FN/q3M/fffUxWkuKc9/sEa12YNX2fiVJbK758Rl0KybY7CHdPux0QHcrd0JdmfiTgZNbdUq5hWP+6HcBeCvO88AohUgAg4ygFxJtNHli9SKthZSHox/wUjbLNzoP8l+/9rO87U/XkK11irX1snp6KBPNsTsW48ZQxr1/Ydj48am1cDijyJjx4zxHhV21DPusTb+ORwPzJf2GqpR4s2E35XRwoLVzh/nIXYegnlPibvcRsr13IF1YJeo6TIsIxpUK501rfcRbUCzF/OkP/iEihjQL6a5McXapIFkdEHQsxaiJEoyyClylEKSWIF+KmrIR358zqIKMMGwB1VH3j97AWtwXImXFpAQV2dOoFWStvzGsopobSPUzom5IvBkSDAzR1oBgJx1WBjeD8tSczufs3U1JYk9F7RZ61nbx0aEi6KRIr2eD0/sVQNx0DAxX6/mXvcVZayJRLn4fGI4ixLdBUlWAk8Bu6M1lg45j/tvyBwF4bvkUnfUmx18QWqs50WrH0hgDRDFMT2GSmN7ZadLZgGQ9IdrOiK6GNh3Px3Cgdk+6XJzl70cB797Zi7vfX6coLPNlrmkuC8+8cpbrvSleOXmSr1+7wJXXTzD/bAAbW5bR0VPw+o29voEeVDneKKNm5KRbEUz59XMLvDxCxZVyu5V5zaddN7DGWpZOR5TpxNUfKtdKGFpj1THA1mOJ++EOK/LA+h1dMwlJYsqqp/qD0PaoaFPQKitHAAKFDptkMyFSGNqXCtqXgO/MogqY7RSEnQHRS1dsLz2XwqjnmhSJIkgBY4i3Laub7+pjH44eKq8mUMOtu0YfQJ0VsSiclXuwySRKUM0G0m5DFGJaNldVrWzYYzyANmhtGGoHt8/DNZnljo5yzXQSoAaacGkd0+3bAJ73b9+k87dEzm2S5dbidcRJ0p7CzEyRLrbZPhsjBkQbGqsxU9fWy7L5khflwL54d8ysnOBD/CU2MCSIdpueU6bSSCBJypJrS5oW2f+jCLXV48T3QlrXE74dPEzUEU7/nx7R2ja8uYROU1sOEwSomWloJWQLM+TTEdcfi+if1DRWIuLNkGOhIun0bGps3SfsuF68uwlPITBqTR8WXpmLWLnWNzsXw5EsR7KC488PaC2HbJ26h88tLnLiu4a3/c8XMIOMYrQ71GHynutwm375dWWbPeXam5kqaBhFwwG9MstHw4HPcFJruHKwU+uB4SxoiePqdKV1Zejc4NplxS+UvWzryllia4mbKMQ0Y8v8mlt3rvHPex+8NT5ybapyfOUeZF0IanhylulFeY7koS1O0AYx1teNhmBgX1MDbUur/aJJYkwjIW9H5C0FxnpG1ECjBvVsGKm5DSqfFVAFUW7mV64FYw8E4+Th2f16qX2AvgMNDFsre+Wc14I8df50E4WWTTI3lhrYN0MoP17nqKgHivyl7EblGQdL60prGGSoQUEwMLaGITeE9YbV9XZWB4S4aw+lV2pjOeh97YFmV9BzF9zpAaUwSWSpUwcF0Y6mdTUg7BrCrT6y00UPBuBpTOMYM29dKflUSJEoog6YVUVj1ZBs1nhYfAm/nx9G2NW/UImN+dRdK7fqjvPuydHBFwVkGdJLiddTO6YiIuwIU0sDmzZ4yGylseErLUWcBW4boog/6UKtQtoMcZ0c+FJDsQJu6IfefX83wV4pp24sJatqbROSwlvlVfyiNGCMqfiaymC8u7daiztTi8mJj4PoPdb/DXCHFbkpg4dDxSxOaclo/zzvYzXOcnRWuaRNVNZApZpoJ0PSAtVN7cNMImTgApdxgJ5rU7QTOosRRQMC51YJuznBTlpWK1olXgXyygdWP3J6q9BNFpNlld/yAGRNu6RSFOC6eJvBoIohjL7H3Uc9Bc/+seZLVy4I2Wig201MFKAKjcp16ecHpyiDwE6w0UCi/y63sRmccnWc6GZgO4dHcURjKrQEU90M1R04izFAAle0dJg+pl7+2MBk5UO1gUwhszGUOBom04KhakriCDPVtFz0sWsKMshJVrqc7MWotECtbtmsIzdWNd2GZoPO/XMMpoNSJ0+/mRP0NY3lruuS08X44jHlXHIS2udTW7Sl203skdr4e72FIHk1F6rFb1+3G7Xe3kHSAarboxmGeNII0+lQjMOpU15ozHt0pwOjq7kpXrHWXFu4uI+48nxpNi2fzi0ocgTros1ryQp7KfFa1tMQd/ioC6wo0Okea1hUNY5mA9vhzLWqK6lGAHRZkFe2/4NyjZXshqPp1t5iT231tqfxHtdAvMONJex/pXIod1KXhlhSONYE7dq+DfWxc98lBqQwdgcrCtBSdcNWYoUt4irNbKAy7DvfuOvtJ4GyCi1QlZvHKzLnAvKVjWhlrcIy2DEyYQ67OH0nEP9zUVR+4HqHGc+9MhqYMrWd3p8q/N9zTbAzQFK3cWrLeWGtWh9kLoY3j/q9eIXqJ7zLE/bcKio3KFfkAtgFChgdIPqQWQje7+nu0dQ2qfK+6kfTQGGIys3YmKqjk6ltvIhg4tDSshZuvI4EikZi/z7TxrQSdOhkqu0/lRlUZixXft0dV95ENWdtRtbI3FDijFRxFthhBOPHW62TklbWmHIvtkU5irIRtHNzmCyvZDH0hTJsIOBcI/ZB+kHt/oy/l7oR4YtlCuzm5dauaJzh4NZojRRKAqsU3RcfVBpVbKnY219dT08t00hr4xjKwS9djrXP+bHFsc3OajbKSnNL8pfW6j+q6xgfc/PXdhlexlvbbuzDLQEdTQlUnosxcOddK1rbHa3GMy5+Jx1VhEpcF3VlF5zfEUcVqDve2M/YHc0n2JtAEANRzxAMDK2llKCXIYXlopDE9nocuna5m2rKApvawyaxHCK+9RuA4RCWpx18mf1RBuecgvFj864X34+yfl0fW6inMOGzSbLCBuTWNqzlk9nAsTQatfRKA9nAKl3H5VLeWmhz0a1CNeVRUZRVfCZU1tLX2OYDcYhpNyHLK/9emh489XDIIjeup2LtuOwUmKc/JgxRvtmxl2dR2Eya0G7s0htgWgmD+cRu7AZwLJl2c2xBHNE9N0vRUCAQDOymj7aGgFF2TDaf23638UaEP+148iwRiIJSZoCbu6ZSAoeBH7t3TYhCdFFuSmX2QxhY/31hKxYr2brTbS3W4gumhh6Bzzoq10Ax5DbwBoVKkioW4GF05S7xcZJIKkPDGwV+k/Wb/wE6X1XyEKTRsPfkqkhN3YVY2zzKxh5+vbjPl3JxJ34VV8HqodTAVguTROTH2s5lqZFMowYDe22XVVVld7n1EtpsO3x1eDqw6yJyv7ukD7RGBllFHugxhoF4510rfgLV/c3OWtnVn87/7F3VjiVRBjlht0ANCiTN7HHE0Z3KoObuAJRjbIt2QowSgl6G6rlJNqrA/cMvqPzJblf07yqPx6Nj8L/rQ5paRjv+Ga8w3STXNeUwep/1j3u/sZhqJx9kNoOkbFPm3CquqXFpBQWBHXTtiOm514cWhZOXr3CVrED1ctffQpedneoRdye0g8vDzwnYlalRLi4VlGMZKm2u+xbdvUiWwyAgSH1eu7HzJ7cKS4xg8sIqbidGgKBflKc3wBFHjTwPD58uWwbtR9w9Sg7lequjXixXnRRvsNDrsSfPX1TGRW5yH/WxlXN6JB126P17rKG6sVUUdj7X3CulK6wWRxknO2M3Rk7q9Xuu5fh7o8CPz/gN0RuUo4HjvcbosknUwCVrFAZyJ39/snDj9JuHcW7bejaZL5QT72PXjpDMGDtfvY+8Pp59cMd7dposqybEUEm8GvEpmWqB5jne4DWAZBnJxrb9Pm8x+M/UfaVKoN9HqYDm9YabQE5Iee4IuDwFgBXcUBpTvbDDsw4W7mjtsyeg3IDKzJcDy0VjvG+stJRq9LTuXkpXQ7H3hDNgZZWmmK4gnQ660DYG4a0Q748TcZOmKK1aT41b+lwHWdncYciKGQxsN6FOl3C7YZ+D687DwDULc24Ye82DH5eRqpBGRIatPu9eiiP7urNgTJ4P9xHNsnJjN4WGbo94q1Pdrz+F+A1bCY1Oz/V3tfER32auPOF5SmWpK1OsjGrxAF+N7J9dyVGuzfDGcxComjIE0K6htJeTUc69UFSZHKYW5PZz1pjdTbO9BT7qQiljDiP36wwPnaaVu2LEvy6BZfEzLqOrfE/dJeXHpc0wBfDYMNXzdPO8fHQXAAAEF0lEQVR86J6dDMzoZlfPODNqt/L0mXP1K3lGzpVVxD9PUVUbwjguA6IoN//9h0VBmtrCQ5/7XhTWkldSsX261oMlVXZg2wXuhzvvI9fGLuwRK8/+aKrX9oIXduZ8Sn6iltSyprKWAQrnElAFpm995uWt+IVWz9UeUeCl8qr7qY3rCeoJvEYn+GE7x49GqkfiBCXBmMvcGAd+c9u1OEu/8cjJYjQdcYR9sIwPuIkouVS9Ct2G6DdiGT1dHRZaW2Vdv8+bvt+fYLyrw80Jba1CM6rcfPqbtxTTFPKgdP2Z1BZQGW0VU9V+cOSae5E0jT6no5CHO6nsVrjOnaM0UCmwXWtpJJuoXsE8dI/7yLqiV67NyZE5W/08/B4zusH5tx527bjv2jMoWOqZEaOx/PuNn1fdkCjnSP0Zus2+vHfvUy9TK/cYj1/jriCyPEkXtfvU6sBzRY60fHi/i4msAB3g+h276O3FCfYeyzljzMI4X/ATKBPYWy4TmdyCTOAnUi4TmezGoXTKHVXkACLyrYMQBf0446jG8pMkEzia8Uxkcnu/58cBE5nsxmHHcotVCRNMMMEEE7zVmCjyCSaYYIK7HG+FIv/4W3DN24WjGstPkkzgaMYzkcnt/Z4fB0xkshuHGssd95FPMMEEE0xwtJi4ViaYYIIJ7nLcMUUuIr8kIj8QkZdF5GN36rpHBRE5KyJ/KyLfF5HnReR33et/JCKXReRp9++XD/i9d61cJjLZjYlM9sbtkMtEJjUYVzByO/9hi+xfAe4HYuAZ4NE7ce0jHMMp4Gfcz9PAD4FHgT8C/v3/j3KZyGQik7dKLhOZDP+7Uxb5e4GXjTGvGmMGwF8AH7lD1z4SGGOWjDHfcT9vAy8Ap2/xa+9quUxkshsTmeyN2yCXiUxquFOK/DTwZu33S9z65H7LICLngXcB33Av/Y6IPCsinxSR+QN81U+MXCYy2Y2JTPbGEcllIpMaJsHOA0JE2sBfAr9njNkC/hPwAPBOYAn4j2/h7b0lmMhkNyYy2RsTuezGUcjkTinyy8DZ2u9n3Gt3FUQkwgr808aYzwIYY5aNMYUxRgP/BXvkGxd3vVwmMtmNiUz2xhHLZSKTGu6UIn8KuCgiF0QkBj4KfOEOXftIIJZf8xPAC8aYP6m9fqr2tn8KPHeAr72r5TKRyW5MZLI3boNcJjKp4Y7Q2BpjchH5HeCL2GjzJ40xz9+Jax8hPgT8BvA9EXnavfaHwD8XkXdiWWNfB/71uF/4EyCXiUx2YyKTvXGkcpnIZBiTys4JJphggrsck2DnBBNMMMFdjokin2CCCSa4yzFR5BNMMMEEdzkminyCCSaY4C7HRJFPMMEEE9zlmCjyCSaYYIK7HBNFPsEEE0xwl2OiyCeYYIIJ7nL8P+BUbrSGTGLPAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 432x288 with 5 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "batch=32\n",
        "y_labeled = np.ones((batch, 1))\n",
        "y_mislabeled = np.zeros((batch, 1))\n",
        "for cnt in range(1000):\n",
        "## train discriminator\n",
        "  random_index =  np.random.randint(0, len(X_train) - batch)\n",
        "  legit_images = X_train[random_index : random_index + batch].reshape(batch, 28, 28, 1)\n",
        "  gen_noise = np.random.normal(0, 1, (batch,100))\n",
        "  syntetic_images = generator.predict(gen_noise)\n",
        "  d_loss_1 = discriminator.train_on_batch(legit_images, y_labeled)\n",
        "  d_loss_2 = discriminator.train_on_batch(syntetic_images, y_mislabeled)\n",
        "  d_loss = 0.5*np.add(d_loss_1,d_loss_2)\n",
        "# train generator\n",
        "  g_loss = adversarial.train_on_batch(gen_noise, y_labeled)\n",
        "  if cnt%100==0:\n",
        "    print ('epoch: %d, [Discriminator :: d_loss: %f], [ Generator :: loss: %f]' % (cnt, d_loss, g_loss))\n",
        "    plotn(5)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bqkGxSk8mXFr"
      },
      "source": [
        "> **Task**: Try generating more complex color images with DCGAN - for example, take one class from [CIFAR-10](https://keras.io/api/datasets/cifar10/) dataset."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Wc8rDu7uk98o"
      },
      "source": [
        "## Training on Paintings\n",
        "\n",
        "One of the good candidates for GAN training are paintings created by human artists. Below is a sample image produced by DCGAN trained on a dataset from [WikiArt](http://wikiart.org). [KeraGAN](http://github.com/shwars/keragan) library was used to produce this image [using Azure Machine Learning](https://soshnikov.com/scienceart/creating-generative-art-using-gan-on-azureml/)\n",
        "\n",
        "![](https://soshnikov.com/images/artartificial/Flo1.jpg)\n",
        "\n",
        "(Photo from [Art of Artificial](https://soshnikov.com/museum/art-artificial/) collection)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q_A3nR10Tkih"
      },
      "source": [
        "## References\n",
        "\n",
        "* [Keras implementation of different toy GAN architectures](https://github.com/eriklindernoren/Keras-GAN)\n",
        "* [KeraGAN Library](http://github.com/shwars/Keragan)\n",
        "* [Blog post about creating GANs on Azure ML](https://soshnikov.com/scienceart/creating-generative-art-using-gan-on-azureml-ru/)"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "GANs.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
